{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chemical space analysis of small molecule drugs with RDKit and dimensionality reduction methods\n",
    "This is a quick tutorial on chemical space analysis and visualization with RDKit and dimensionality reduction methods PCA and t-SNE (sklearn). Due to the high dimensionality of chemical fingerprints, we have to use dimensionality reduction methods in order to facilitate the plotting of chemical space. Two popular methods are:\n",
    "  - [PCA](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) - Principal component analysis\n",
    "  - [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) - t-Distributed Stochastic Neighbor Embedding\n",
    "\n",
    "We will use known drugs and try to see if there are differences between different classes of drugs in the projected chemical space."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@TAGS: #advanced #sklearn #PCA #t-SNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import PandasTools\n",
    "from rdkit.Chem.Draw import IPythonConsole"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the table of drugs (downloaded from [ChEMBL](https://www.ebi.ac.uk/chembl/) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/chembl_drugs.txt.gz', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11442"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keep only compounds with SMILES, [USAN stems](https://www.ama-assn.org/about-us/united-states-adopted-names-approved-stems), that respect [Ro5](https://en.wikipedia.org/wiki/Lipinski's_rule_of_five) and are on the market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['CANONICAL_SMILES'].notnull() & # Keep cpds with SMILES\n",
    "        df['USAN_STEM'].notnull() & # USAN stem\n",
    "        (df['RULE_OF_FIVE'] == 'Y') & # that respect Ro5\n",
    "        (df['DEVELOPMENT_PHASE'] == 4)] # are on the market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "700"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add molecule column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "PandasTools.AddMoleculeColumnToFrame(df, smilesCol='CANONICAL_SMILES')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[~df['ROMol'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "700"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check most common compound classees (based on USAN stem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "USAN_STEM\n",
       "-tinib     12\n",
       "-olone     12\n",
       "-pin(e)    12\n",
       "-ium       14\n",
       "-vir       15\n",
       "-caine     15\n",
       "-oxacin    17\n",
       "-cillin    17\n",
       "-olol      18\n",
       "sulfa-     18\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common_stems = df.groupby('USAN_STEM').size().sort_values()[-10:]\n",
    "common_stems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "stems = df.drop_duplicates(['USAN_STEM'])[df.drop_duplicates(['USAN_STEM'])['USAN_STEM'].isin(common_stems.index)][['USAN_STEM','USAN_STEM_DEFINITION']]\n",
    "stems.index = stems['USAN_STEM']\n",
    "stems['count'] = common_stems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>USAN_STEM</th>\n",
       "      <th>USAN_STEM_DEFINITION</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USAN_STEM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>-olone</th>\n",
       "      <td>-olone</td>\n",
       "      <td>steroids (not prednisolone derivatives)</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-oxacin</th>\n",
       "      <td>-oxacin</td>\n",
       "      <td>antibacterials (quinolone derivatives)</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-pin(e)</th>\n",
       "      <td>-pin(e)</td>\n",
       "      <td>tricyclic compounds</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-tinib</th>\n",
       "      <td>-tinib</td>\n",
       "      <td>tyrosine kinase inhibitors</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-caine</th>\n",
       "      <td>-caine</td>\n",
       "      <td>local anesthetics</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sulfa-</th>\n",
       "      <td>sulfa-</td>\n",
       "      <td>antimicrobials (sulfonamides derivatives)</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-vir</th>\n",
       "      <td>-vir</td>\n",
       "      <td>antivirals: antivirals (acyclovir type)</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-ium</th>\n",
       "      <td>-ium</td>\n",
       "      <td>quaternary ammonium derivatives</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-cillin</th>\n",
       "      <td>-cillin</td>\n",
       "      <td>penicillins</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-olol</th>\n",
       "      <td>-olol</td>\n",
       "      <td>beta-blockers (propranolol type)</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          USAN_STEM                       USAN_STEM_DEFINITION  count\n",
       "USAN_STEM                                                            \n",
       "-olone       -olone    steroids (not prednisolone derivatives)     12\n",
       "-oxacin     -oxacin     antibacterials (quinolone derivatives)     17\n",
       "-pin(e)     -pin(e)                        tricyclic compounds     12\n",
       "-tinib       -tinib                 tyrosine kinase inhibitors     12\n",
       "-caine       -caine                          local anesthetics     15\n",
       "sulfa-       sulfa-  antimicrobials (sulfonamides derivatives)     18\n",
       "-vir           -vir    antivirals: antivirals (acyclovir type)     15\n",
       "-ium           -ium            quaternary ammonium derivatives     14\n",
       "-cillin     -cillin                                penicillins     17\n",
       "-olol         -olol           beta-blockers (propranolol type)     18"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from rdkit import DataStructs\n",
    "from rdkit.Chem import AllChem\n",
    "\n",
    "class FP:\n",
    "    \"\"\"\n",
    "    Molecular fingerprint class, useful to pack features in pandas df\n",
    "    \n",
    "    Parameters  \n",
    "    ---------- \n",
    "    fp : np.array\n",
    "        Features stored in numpy array\n",
    "    names : list, np.array\n",
    "        Names of the features\n",
    "    \"\"\"\n",
    "    def __init__(self, fp, names):\n",
    "        self.fp = fp\n",
    "        self.names = names\n",
    "    def __str__(self):\n",
    "        return \"%d bit FP\" % len(self.fp)\n",
    "    def __len__(self):\n",
    "        return len(self.fp)\n",
    "\n",
    "def get_cfps(mol, radius=2, nBits=1024, useFeatures=False, counts=False, dtype=np.float32):\n",
    "    \"\"\"Calculates circular (Morgan) fingerprint.  \n",
    "    http://rdkit.org/docs/GettingStartedInPython.html#morgan-fingerprints-circular-fingerprints  \n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mol : rdkit.Chem.rdchem.Mol\n",
    "    radius : float \n",
    "        Fingerprint radius, default 2\n",
    "    nBits : int \n",
    "        Length of hashed fingerprint (without descriptors), default 1024\n",
    "    useFeatures : bool  \n",
    "        To get feature fingerprints (FCFP) instead of normal ones (ECFP), defaults to False\n",
    "    counts : bool\n",
    "        If set to true it returns for each bit number of appearances of each substructure (counts). Defaults to false (fingerprint is binary)\n",
    "    dtype : np.dtype\n",
    "        Numpy data type for the array. Defaults to np.float32 because it is the default dtype for scikit-learn\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    ML.FP\n",
    "        Fingerprint (feature) object\n",
    "    \"\"\"\n",
    "    arr = np.zeros((1,), dtype)\n",
    "    \n",
    "    if counts is True:\n",
    "        info = {}\n",
    "        fp = AllChem.GetHashedMorganFingerprint(mol, radius, nBits, useFeatures=useFeatures)\n",
    "        DataStructs.ConvertToNumpyArray(fp, arr)\n",
    "    else:\n",
    "        DataStructs.ConvertToNumpyArray(AllChem.GetMorganFingerprintAsBitVect(mol, radius, nBits=nBits, useFeatures=useFeatures), arr)\n",
    "    return FP(arr, range(nBits))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate fingerprints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['FP'] = df['ROMol'].map(get_cfps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract compounds that belong to 10 most common USAN stems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_small = df[df['USAN_STEM'].isin(list(stems.index))].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "150"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_small)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PCA analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array([x.fp for x in df_small['FP']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = PCA(n_components=3, random_state=0)\n",
    "pca_drugs = pca.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_small['PC1'] = pca_drugs.T[0]\n",
    "df_small['PC2'] = pca_drugs.T[1]\n",
    "df_small['PC3'] = pca_drugs.T[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot principal components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 612.25x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "sns.pairplot(df_small, hue='USAN_STEM', vars=['PC1', 'PC2', 'PC3'], palette='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t-SNE\n",
    "Note that [t-SNE is very sensitive to hyperparameter settings](http://distill.pub/2016/misread-tsne/).\n",
    "#### Without PCA preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/glandrum/miniconda3/envs/py39_rdkit/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
      "  warnings.warn(\n",
      "/home/glandrum/miniconda3/envs/py39_rdkit/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "model = TSNE(n_components=2, random_state=0, perplexity=30, n_iter=5000)\n",
    "tsne_drugs = model.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_small['TSNE_C1'] = tsne_drugs.T[0]\n",
    "df_small['TSNE_C2'] = tsne_drugs.T[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.25x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "sns.pairplot(df_small, hue='USAN_STEM', vars=['TSNE_C1', 'TSNE_C2'], palette='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### With PCA preprocessing\n",
    "In case of high dimensionality data (like molecular fingerprints) it is recommended to reduce the number of dimensions with another method before proceeding with t-SNE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/glandrum/miniconda3/envs/py39_rdkit/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n",
      "  warnings.warn(\n",
      "/home/glandrum/miniconda3/envs/py39_rdkit/lib/python3.9/site-packages/sklearn/manifold/_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "pca_model = PCA(n_components=30, random_state=0)\n",
    "tsne_model = TSNE(n_components=2, random_state=0, perplexity=30, n_iter=5000)\n",
    "tsne_pca_drugs = tsne_model.fit_transform(pca_model.fit_transform(X))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_small['TSNE_PCA_C1'] = tsne_pca_drugs.T[0]\n",
    "df_small['TSNE_PCA_C2'] = tsne_pca_drugs.T[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432.25x360 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "sns.pairplot(df_small, hue='USAN_STEM', vars=['TSNE_PCA_C1', 'TSNE_PCA_C2'], palette='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tutorial author: Samo Turk, Jan. 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
